Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "18" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 80 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 2.70% | 0.00% | 100.00% | 0.00% | 0.294709 | 12.862060 | -0.115646 | 2.551409 | 0.897903 | 13.145512 | -0.336062 | 11.949268 | 0.7323 | 0.5863 | 0.3210 | 11.120384 | 5.118586 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 44.30% | 0.00% | 100.00% | 0.00% | 0.561780 | 11.270913 | -0.245311 | 1.101266 | -0.390176 | 12.070867 | -0.659170 | 6.374205 | 0.6641 | 0.5106 | 0.2755 | 4.444602 | 2.734328 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.235044 | 0.876054 | -0.181921 | 18.127173 | -0.267233 | 11.046159 | -1.875172 | 1.033050 | 0.0313 | 0.0294 | 0.0013 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 68.11% | 0.00% | 100.00% | 0.00% | 0.684521 | 13.308544 | -0.030062 | 2.454672 | 0.488678 | 13.632306 | -0.674547 | 18.512252 | 0.5465 | 0.4009 | 0.3299 | 5.283308 | 2.832858 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 65.95% | 0.00% | 100.00% | 0.00% | 0.728301 | 16.034335 | -0.506199 | 1.412803 | 1.034155 | 8.582794 | -0.433812 | 10.164066 | 0.5503 | 0.4034 | 0.3332 | 5.862965 | 3.147568 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 59.43% | 0.00% | 100.00% | 0.00% | 0.569175 | 13.316836 | -0.964891 | 1.245321 | -1.125746 | 5.385674 | -0.222757 | 4.682908 | 0.6198 | 0.4643 | 0.2937 | 4.673362 | 2.568679 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 26.47% | 0.00% | 100.00% | 0.00% | 0.179052 | 16.447749 | -0.210809 | 1.830400 | 0.475093 | 14.709994 | 0.215674 | 6.603719 | 0.7323 | 0.5713 | 0.2724 | 8.744040 | 3.819402 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.984962 | 10.511480 | 0.099508 | 2.811231 | 0.080893 | 0.568132 | -0.921795 | 6.360712 | nan | nan | nan | 6.361326 | 3.671982 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 65.41% | 0.00% | 100.00% | 0.00% | -0.406056 | 9.872458 | 0.571264 | 1.865261 | -0.922141 | 1.567296 | -1.074182 | 7.028883 | 0.5484 | 0.4131 | 0.3208 | 3.517830 | 2.167723 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.397574 | 9.782845 | 0.641678 | 7.464006 | 1.573324 | 1.254417 | -0.620158 | 5.136814 | 0.0328 | 0.0307 | 0.0016 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 25.21% | 74.79% | 0.00% | 100.00% | 0.00% | 0.447049 | 16.355503 | 1.085208 | 3.711169 | -1.140767 | 4.550841 | -0.523837 | 2.618221 | 0.4860 | 0.3602 | 0.3176 | 5.837269 | 3.146761 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 69.69% | 0.00% | 100.00% | 0.00% | -0.226714 | 12.362616 | -0.255271 | 0.288512 | 0.742952 | 4.330134 | -0.348655 | 4.325408 | 0.5361 | 0.3889 | 0.3473 | 3.290370 | 2.176250 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 71.89% | 0.00% | 100.00% | 0.00% | -0.360287 | 9.042163 | 0.197830 | 0.411736 | 0.605876 | 3.054546 | -0.748924 | 2.961339 | 0.5332 | 0.3854 | 0.3493 | 3.110262 | 1.982214 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 69.19% | 0.00% | 100.00% | 0.00% | -0.054855 | 14.752551 | -0.334696 | 0.013694 | 0.067436 | 3.314940 | -0.587382 | 4.970939 | 0.5369 | 0.3887 | 0.3534 | 3.085198 | 1.978103 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 64.83% | 0.00% | 100.00% | 0.00% | -0.101639 | 14.456950 | 0.433883 | 0.293793 | -0.586040 | 7.092596 | -0.825928 | 5.108989 | 0.5533 | 0.4073 | 0.3440 | 4.240141 | 2.466759 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 64.83% | 0.00% | 100.00% | 0.00% | -0.219357 | 10.286272 | 0.574076 | 0.713551 | -0.058667 | 4.376597 | -0.577206 | 9.353906 | 0.5514 | 0.4065 | 0.3435 | 4.516656 | 2.652109 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.076782 | 1.846938 | -0.545098 | 10.078612 | -0.328071 | 18.201627 | -0.198366 | 7.556721 | 0.0376 | 0.0295 | 0.0013 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 66.02% | 0.00% | 100.00% | 0.00% | 1.799279 | 12.273752 | -0.084182 | 0.126599 | -0.388634 | 3.483583 | -0.569881 | 4.700481 | 0.5503 | 0.4099 | 0.3378 | 3.385085 | 2.130906 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.656919 | 12.677419 | -0.125136 | 0.572974 | -0.417955 | 3.918591 | -0.294073 | 10.010323 | 0.0655 | 0.0853 | 0.0157 | 1.150236 | 1.145308 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.735900 | 11.272498 | -0.356786 | 0.134802 | -0.138296 | 2.734919 | -0.480778 | 0.886083 | 0.0561 | 0.0669 | 0.0096 | 0.806606 | 0.799405 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.323687 | 9.967206 | -0.403724 | 0.234827 | -1.211505 | 5.356533 | -0.836403 | 5.206861 | 0.1019 | 0.1092 | 0.0379 | 1.115034 | 1.116643 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.197302 | 12.028249 | 0.228530 | 0.535553 | -0.124654 | 5.395097 | -0.656978 | 7.076769 | 0.0830 | 0.0840 | 0.0317 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.360462 | 10.603760 | -0.095450 | 0.131228 | -0.700552 | 2.443869 | -0.429719 | 13.630915 | 0.0623 | 0.0813 | 0.0152 | 0.874181 | 0.839697 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.173380 | 1.748191 | -0.385798 | 10.418208 | 1.264979 | 13.292045 | -0.384838 | 11.587507 | 0.0402 | 0.0309 | 0.0026 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1288.001113 | 597.519179 | inf | inf | 33680.444362 | -13723.916795 | 3824.953869 | -1310.601167 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.149970 | 9.296241 | -0.147818 | 0.113235 | -0.639209 | 3.902852 | -0.054128 | 11.626343 | 0.0930 | 0.1035 | 0.0374 | 26.248552 | 2.573645 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.532291 | 0.532291 | 0.525437 | 0.525437 | -0.677115 | -0.677115 | -0.811160 | -0.811160 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.156369 | 6.818881 | -0.290033 | 0.436775 | 1.198602 | -0.816480 | 0.048948 | 7.931886 | 0.7051 | 0.5469 | 0.4401 | 3.104022 | 1.950184 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.447748 | 14.630764 | -0.921929 | 0.062434 | 0.967320 | 1.537343 | -0.137894 | 9.049942 | 0.6988 | 0.5365 | 0.4378 | 2.906293 | 1.893528 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.100277 | 11.617724 | 0.291581 | 0.490506 | 0.001583 | 2.989984 | -0.389908 | 15.902329 | 0.7005 | 0.5321 | 0.4440 | 3.186964 | 2.080889 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0415 | 0.0322 | 0.0019 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.255325 | 16.685783 | 0.394944 | 0.936558 | 0.076048 | 5.782862 | -0.238329 | 34.043024 | 0.7036 | 0.5375 | 0.4419 | 3.309160 | 2.121849 |
| 2459554 | RF_maintenance | - | 0.00% | 7.56% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6902 | 0.5107 | 0.4572 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 6.50% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6930 | 0.5065 | 0.4458 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 1.08% | 0.00% | 100.00% | 0.00% | 0.927448 | 12.514097 | 0.910921 | 0.378278 | 0.354034 | 6.353661 | -0.479090 | 8.747576 | 0.7068 | 0.5344 | 0.4475 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.326837 | 5.815513 | -1.020734 | 0.269209 | 0.823871 | 0.013238 | -0.088887 | 13.089630 | 0.6971 | 0.5335 | 0.4392 | 3.175958 | 1.985460 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0491 | 0.0488 | 0.0034 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.180558 | 8.206759 | 0.014392 | 0.221343 | -0.385530 | 2.047044 | -0.380148 | 11.665839 | 0.6977 | 0.5336 | 0.4550 | 3.348298 | 2.057951 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.291369 | 10.139862 | 0.551692 | 0.790094 | -0.628275 | 0.072176 | -0.236168 | 11.278440 | 0.7582 | 0.6057 | 0.4241 | 3.324995 | 1.966685 |
| 2459541 | RF_maintenance | 100.00% | 0.45% | 0.45% | 0.00% | 100.00% | 0.00% | -0.060603 | 10.422784 | 1.080328 | 0.002399 | -0.228718 | 1.267372 | -0.228468 | 6.606700 | 0.7613 | 0.6101 | 0.3932 | 5.049052 | 2.642831 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.45% | 0.00% | 100.00% | 0.00% | 0.333840 | 6.234762 | -0.829854 | 0.067559 | 0.392825 | -0.132796 | -0.229774 | 5.584587 | 0.7534 | 0.5922 | 0.4349 | 3.138350 | 1.949452 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.007882 | 12.673818 | 1.674710 | 0.323699 | -0.159593 | 5.530856 | -0.705703 | 14.669658 | 0.7337 | 0.5815 | 0.4650 | 4.062503 | 2.327853 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.250538 | 6.713341 | -0.554237 | -0.028209 | 0.192951 | 3.158284 | -0.366810 | 6.072723 | 0.7852 | 0.6176 | 0.4402 | 3.059806 | 1.936114 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.449929 | 4.709032 | -0.359638 | -0.117110 | 0.493604 | 0.629411 | -0.053553 | 3.807569 | 0.7777 | 0.6231 | 0.4189 | 5.892559 | 3.135236 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.460980 | 8.128785 | -0.049959 | -0.211713 | 1.037117 | 1.892984 | -0.393452 | 7.780813 | 0.7244 | 0.5633 | 0.4504 | 3.557571 | 2.118859 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.191032 | 9.539940 | 0.408937 | 0.144380 | 0.209724 | 3.479808 | -0.646262 | 8.918407 | 0.7227 | 0.5601 | 0.4473 | 3.929636 | 2.273281 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.051520 | 5.336698 | -0.662791 | 0.013515 | 0.537405 | -0.258013 | -0.244246 | 7.085447 | 0.7431 | 0.5818 | 0.4461 | 3.144102 | 2.010438 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.481457 | 5.089516 | -0.510640 | -0.079930 | 0.662712 | 3.766966 | -0.774065 | 5.330818 | 0.8946 | 0.8614 | 0.4579 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.606895 | 15.436514 | -0.133190 | 0.059280 | 1.231731 | 3.806926 | -0.564354 | 12.861137 | nan | nan | nan | 5.250270 | 2.833084 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.025496 | 9.804365 | 0.691304 | 0.148360 | 0.468854 | 6.063840 | -0.564447 | 11.363047 | 0.6650 | 0.4452 | 0.4565 | 3.940516 | 3.294154 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.242935 | 2.413890 | -0.658430 | 9.035685 | 0.331892 | 10.223935 | -0.368366 | 27.396460 | 0.0443 | 0.0315 | 0.0032 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.016779 | 2.991584 | -0.919553 | 0.000579 | -0.247894 | 2.321064 | -0.797776 | 1.546910 | 0.8993 | 0.8680 | 0.2877 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.189891 | 8.103646 | 1.200518 | 0.386439 | 0.392205 | 2.059953 | 0.003350 | 19.754032 | 0.8917 | 0.7378 | 0.3367 | 13.299364 | 7.916496 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 11.29% | 0.00% | 100.00% | 0.00% | 0.075559 | 2.452144 | 0.531971 | -0.054348 | 1.291219 | 2.001106 | -0.559286 | 8.464761 | 0.8454 | 0.7418 | 0.5698 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.027542 | 4.079531 | 0.163533 | -0.505083 | 3.236549 | 1.001151 | -0.389782 | 9.567844 | 0.1127 | 0.1557 | 0.0378 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.284185 | 2.197690 | -1.110462 | -1.019387 | -0.336424 | 0.000189 | -0.359920 | 5.363859 | 0.1139 | 0.1483 | 0.0345 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.384457 | 2.059493 | -1.066599 | -0.711396 | -0.512263 | 0.327404 | -0.097650 | 13.511849 | 0.0840 | 0.1638 | 0.0121 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.296985 | 2.183617 | -0.127560 | -0.520072 | -0.106170 | 0.559926 | -0.001661 | 19.021483 | 0.1109 | 0.1484 | 0.0349 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.305734 | 1.812082 | 0.428941 | -0.804980 | 0.358996 | 0.178653 | -0.467861 | 7.035780 | 0.1389 | 0.1336 | 0.0306 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.609501 | 1.566764 | -0.290056 | -0.427365 | 0.257047 | -0.184791 | -0.266339 | 7.259057 | 0.1349 | 0.1809 | 0.0460 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.517029 | 1.231104 | -0.413996 | -0.617743 | 0.022690 | -0.137169 | -0.463827 | 7.982261 | 0.1413 | 0.1860 | 0.0551 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.547091 | 2.156610 | -0.815378 | -0.760464 | -0.455162 | 0.003422 | 0.211165 | 20.618869 | 0.1407 | 0.1793 | 0.0488 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.289456 | 14.623450 | 1.864004 | -0.107019 | 2.480866 | 14.391668 | -0.314195 | 90.298669 | 0.7497 | 0.6793 | 0.4327 | 4.261681 | 2.319163 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.121383 | 16.025314 | 2.200780 | -0.243651 | 1.505696 | 15.326844 | 0.014889 | 36.322597 | 0.7947 | 0.7093 | 0.3188 | 3.228650 | 1.622306 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.606913 | 17.912539 | 2.274791 | -0.243986 | 1.389484 | 12.513107 | -0.117249 | 69.301838 | 0.7371 | 0.6693 | 0.4591 | 5.766840 | 3.001122 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.457350 | 13.089555 | 1.958233 | -0.254376 | 1.200658 | 12.088382 | -0.686330 | 27.367833 | 0.7619 | 0.6955 | 0.3812 | 5.789570 | 3.005308 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.577432 | 14.591709 | 1.527478 | 0.382297 | 1.743588 | 19.218604 | 1.207922 | 121.295202 | 0.7612 | 0.6919 | 0.4488 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 10.002397 | 1.127435 | 10.002397 | 0.223602 | 2.245369 | 0.839476 | 3.894282 | 1.498475 | 3.569839 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 13.120755 | 9.151879 | 0.368881 | 2.092082 | 0.100388 | 4.118619 | 0.799506 | 13.120755 | -0.429529 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 13.189930 | 0.502271 | 10.475861 | -0.452835 | 1.270168 | -0.440985 | 7.778235 | -0.493669 | 13.189930 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 20.972162 | 8.986272 | 0.575986 | 1.508265 | 0.283086 | 5.516570 | 0.651859 | 20.972162 | 0.151399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 16.491096 | 11.215988 | 0.464676 | 2.234393 | -0.407521 | 11.026245 | 0.097802 | 16.491096 | -0.636457 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 15.877684 | 15.877684 | 0.543636 | 1.475659 | -0.699092 | 4.481432 | -1.015884 | 3.671222 | 0.219968 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Variability | 13.145512 | 0.294709 | 12.862060 | -0.115646 | 2.551409 | 0.897903 | 13.145512 | -0.336062 | 11.949268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Variability | 12.070867 | 0.561780 | 11.270913 | -0.245311 | 1.101266 | -0.390176 | 12.070867 | -0.659170 | 6.374205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Power | 18.127173 | 0.876054 | 0.235044 | 18.127173 | -0.181921 | 11.046159 | -0.267233 | 1.033050 | -1.875172 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 18.512252 | 13.308544 | 0.684521 | 2.454672 | -0.030062 | 13.632306 | 0.488678 | 18.512252 | -0.674547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 16.034335 | 0.728301 | 16.034335 | -0.506199 | 1.412803 | 1.034155 | 8.582794 | -0.433812 | 10.164066 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 13.316836 | 13.316836 | 0.569175 | 1.245321 | -0.964891 | 5.385674 | -1.125746 | 4.682908 | -0.222757 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 16.447749 | 0.179052 | 16.447749 | -0.210809 | 1.830400 | 0.475093 | 14.709994 | 0.215674 | 6.603719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 10.511480 | 10.511480 | 0.984962 | 2.811231 | 0.099508 | 0.568132 | 0.080893 | 6.360712 | -0.921795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 9.872458 | -0.406056 | 9.872458 | 0.571264 | 1.865261 | -0.922141 | 1.567296 | -1.074182 | 7.028883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 9.782845 | 1.397574 | 9.782845 | 0.641678 | 7.464006 | 1.573324 | 1.254417 | -0.620158 | 5.136814 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 16.355503 | 0.447049 | 16.355503 | 1.085208 | 3.711169 | -1.140767 | 4.550841 | -0.523837 | 2.618221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 12.362616 | -0.226714 | 12.362616 | -0.255271 | 0.288512 | 0.742952 | 4.330134 | -0.348655 | 4.325408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 9.042163 | 9.042163 | -0.360287 | 0.411736 | 0.197830 | 3.054546 | 0.605876 | 2.961339 | -0.748924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 14.752551 | -0.054855 | 14.752551 | -0.334696 | 0.013694 | 0.067436 | 3.314940 | -0.587382 | 4.970939 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 14.456950 | 14.456950 | -0.101639 | 0.293793 | 0.433883 | 7.092596 | -0.586040 | 5.108989 | -0.825928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 10.286272 | -0.219357 | 10.286272 | 0.574076 | 0.713551 | -0.058667 | 4.376597 | -0.577206 | 9.353906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Variability | 18.201627 | -0.076782 | 1.846938 | -0.545098 | 10.078612 | -0.328071 | 18.201627 | -0.198366 | 7.556721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 12.273752 | 12.273752 | 1.799279 | 0.126599 | -0.084182 | 3.483583 | -0.388634 | 4.700481 | -0.569881 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 12.677419 | 12.677419 | 2.656919 | 0.572974 | -0.125136 | 3.918591 | -0.417955 | 10.010323 | -0.294073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 11.272498 | 11.272498 | 0.735900 | 0.134802 | -0.356786 | 2.734919 | -0.138296 | 0.886083 | -0.480778 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 9.967206 | -0.323687 | 9.967206 | -0.403724 | 0.234827 | -1.211505 | 5.356533 | -0.836403 | 5.206861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 12.028249 | 12.028249 | 0.197302 | 0.535553 | 0.228530 | 5.395097 | -0.124654 | 7.076769 | -0.656978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 13.630915 | 10.603760 | -0.360462 | 0.131228 | -0.095450 | 2.443869 | -0.700552 | 13.630915 | -0.429719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Variability | 13.292045 | 1.748191 | 0.173380 | 10.418208 | -0.385798 | 13.292045 | 1.264979 | 11.587507 | -0.384838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Power | inf | 597.519179 | 1288.001113 | inf | inf | -13723.916795 | 33680.444362 | -1310.601167 | 3824.953869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 11.626343 | 9.296241 | -0.149970 | 0.113235 | -0.147818 | 3.902852 | -0.639209 | 11.626343 | -0.054128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 0.532291 | 0.532291 | 0.532291 | 0.525437 | 0.525437 | -0.677115 | -0.677115 | -0.811160 | -0.811160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.931886 | -0.156369 | 6.818881 | -0.290033 | 0.436775 | 1.198602 | -0.816480 | 0.048948 | 7.931886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 14.630764 | -0.447748 | 14.630764 | -0.921929 | 0.062434 | 0.967320 | 1.537343 | -0.137894 | 9.049942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 15.902329 | 11.617724 | -0.100277 | 0.490506 | 0.291581 | 2.989984 | 0.001583 | 15.902329 | -0.389908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 34.043024 | 16.685783 | -0.255325 | 0.936558 | 0.394944 | 5.782862 | 0.076048 | 34.043024 | -0.238329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 12.514097 | 12.514097 | 0.927448 | 0.378278 | 0.910921 | 6.353661 | 0.354034 | 8.747576 | -0.479090 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 13.089630 | 5.815513 | -0.326837 | 0.269209 | -1.020734 | 0.013238 | 0.823871 | 13.089630 | -0.088887 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 11.665839 | 0.180558 | 8.206759 | 0.014392 | 0.221343 | -0.385530 | 2.047044 | -0.380148 | 11.665839 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 11.278440 | 10.139862 | 0.291369 | 0.790094 | 0.551692 | 0.072176 | -0.628275 | 11.278440 | -0.236168 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 10.422784 | 10.422784 | -0.060603 | 0.002399 | 1.080328 | 1.267372 | -0.228718 | 6.606700 | -0.228468 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 6.234762 | 6.234762 | 0.333840 | 0.067559 | -0.829854 | -0.132796 | 0.392825 | 5.584587 | -0.229774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 14.669658 | 12.673818 | -0.007882 | 0.323699 | 1.674710 | 5.530856 | -0.159593 | 14.669658 | -0.705703 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 6.713341 | 0.250538 | 6.713341 | -0.554237 | -0.028209 | 0.192951 | 3.158284 | -0.366810 | 6.072723 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 4.709032 | 4.709032 | 0.449929 | -0.117110 | -0.359638 | 0.629411 | 0.493604 | 3.807569 | -0.053553 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 8.128785 | 0.460980 | 8.128785 | -0.049959 | -0.211713 | 1.037117 | 1.892984 | -0.393452 | 7.780813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 9.539940 | 0.191032 | 9.539940 | 0.408937 | 0.144380 | 0.209724 | 3.479808 | -0.646262 | 8.918407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.085447 | 5.336698 | 0.051520 | 0.013515 | -0.662791 | -0.258013 | 0.537405 | 7.085447 | -0.244246 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 5.330818 | 0.481457 | 5.089516 | -0.510640 | -0.079930 | 0.662712 | 3.766966 | -0.774065 | 5.330818 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 15.436514 | 0.606895 | 15.436514 | -0.133190 | 0.059280 | 1.231731 | 3.806926 | -0.564354 | 12.861137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 11.363047 | 9.804365 | 1.025496 | 0.148360 | 0.691304 | 6.063840 | 0.468854 | 11.363047 | -0.564447 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 27.396460 | 2.413890 | 0.242935 | 9.035685 | -0.658430 | 10.223935 | 0.331892 | 27.396460 | -0.368366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Shape | 2.991584 | 2.991584 | 0.016779 | 0.000579 | -0.919553 | 2.321064 | -0.247894 | 1.546910 | -0.797776 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 35.785512 | 0.139970 | 3.532443 | -0.511491 | 0.483431 | 1.079909 | 2.164678 | 1.003009 | 35.785512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 19.754032 | 8.103646 | 0.189891 | 0.386439 | 1.200518 | 2.059953 | 0.392205 | 19.754032 | 0.003350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 8.464761 | 0.075559 | 2.452144 | 0.531971 | -0.054348 | 1.291219 | 2.001106 | -0.559286 | 8.464761 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 9.567844 | -0.027542 | 4.079531 | 0.163533 | -0.505083 | 3.236549 | 1.001151 | -0.389782 | 9.567844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 5.363859 | -0.284185 | 2.197690 | -1.110462 | -1.019387 | -0.336424 | 0.000189 | -0.359920 | 5.363859 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 13.511849 | 2.059493 | -0.384457 | -0.711396 | -1.066599 | 0.327404 | -0.512263 | 13.511849 | -0.097650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 19.021483 | -0.296985 | 2.183617 | -0.127560 | -0.520072 | -0.106170 | 0.559926 | -0.001661 | 19.021483 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.035780 | 1.812082 | -0.305734 | -0.804980 | 0.428941 | 0.178653 | 0.358996 | 7.035780 | -0.467861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.259057 | -0.609501 | 1.566764 | -0.290056 | -0.427365 | 0.257047 | -0.184791 | -0.266339 | 7.259057 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.982261 | -0.517029 | 1.231104 | -0.413996 | -0.617743 | 0.022690 | -0.137169 | -0.463827 | 7.982261 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 20.618869 | 2.156610 | -0.547091 | -0.760464 | -0.815378 | 0.003422 | -0.455162 | 20.618869 | 0.211165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 90.298669 | 14.623450 | 0.289456 | -0.107019 | 1.864004 | 14.391668 | 2.480866 | 90.298669 | -0.314195 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 36.322597 | 0.121383 | 16.025314 | 2.200780 | -0.243651 | 1.505696 | 15.326844 | 0.014889 | 36.322597 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 69.301838 | 17.912539 | 0.606913 | -0.243986 | 2.274791 | 12.513107 | 1.389484 | 69.301838 | -0.117249 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 27.367833 | 0.457350 | 13.089555 | 1.958233 | -0.254376 | 1.200658 | 12.088382 | -0.686330 | 27.367833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18 | 1 | RF_maintenance | nn Temporal Discontinuties | 121.295202 | 0.577432 | 14.591709 | 1.527478 | 0.382297 | 1.743588 | 19.218604 | 1.207922 | 121.295202 |